The GAssist Pittsburgh Learning Classifier System. Dr. J. Bacardit, N. Krasnogor G53BIO - Bioinformatics
|
|
- Lene Eskildsen
- 4 år siden
- Visninger:
Transkript
1 The GAssist Pittsburgh Learning Classifier System Dr. J. Bacardit, N. Krasnogor G53BIO -
2 Outline bioinformatics Summary and future directions
3 Objectives of GAssist GAssist [Bacardit, 04] is a Pittsburgh Approach Learning Classifier System evolving variable-length rule sets The research done on this system has three objectives Generation of compact and accurate solutions Run-time reduction Representations for real valued attributes
4 Objectives of GAssist Representations for real valued attributes GAssist should be applicable to a range of problems as broad as possible This means that it should be able to handle continuous attributes Achieved by the The Adaptive Discretization Intervals (ADI) rule representation
5 GAssist has been applied to protein domains Proteins are biological molecules of primary importance to the functioning of living organisms Proteins are constructed as a chains of amino acid residues This chain folds to create a 3D structure
6 It is relatively easy to know the primary sequence of a protein, but much more difficult to know its 3D structure Can we predict the 3D structure of a protein from its primary sequence? Protein Structure Prediction (PSP) PSP problem is divided in several sub problems. We focus on Coordination Number (CN) prediction
7 Primary Structure = Sequence MKYNNHDKIRDFIIIEAYMFRFKKKVKPEVDMTIKEFILLTY LFHQQENTLPFKKIVSDLCYKQSDLVQHIKVLVKHSYISKV RSKIDERNTYISISEEQREKIAERVTLFDQIIKQFNLADQSE SQMIPKDSKEFLNLMMYTMYFKNIIKKHLTLSFVEFTILAIIT SQNKNIVLLKDLIETIHHKYPQTVRALNNLKKQGYLIKERS TEDERKILIHMDDAQQDHAEQLLAQVNQLLADKDHLHLVF E Secondary Structure Tertiary Local Interactions Global Interactions
8 Coordination Number (CN) prediction Two residues of a chain are said to be in contact if their distance is less than a certain threshold CN of a residue : number of contacts that a certain residue has
9 Kinjo et al. s definition of CN Distance between two residues is defined as the distance between their C β atoms (C α for Glycine) Uses a smooth definition of contact based on a sigmoid function instead of the usual crisp definition Discards local contacts
10 Classification approach We need to convert the real-valued CN into a finite set of categories We have tested two criteria based on the two usual unsupervised discretization methods: Uniform Frequency (UF) and Uniform Length (UL) UF UL
11 Protein dataset Used the same set used by Kinjo et al protein chains residues Ten lists of the chains are available, first 950 chains in each list are for training, the rest for tests (10xbootstrap)
12 We have to transform the data into a regular structure so that it can be processed by standard machine learning techniques Each residue is characterized by several features. We use one (i.e., the AA type) or more of them as input information and one of them as target (CN) R i-5 R i-4 CN i-4 R i-3 CN i-3 R i-2 R i-1 R i R i+1 R i+2 R i+3 R i+4 R i+5 CN i-5 CN i-2 CN i-1 CN i CN i+3 CN i+1 CN i+2 CN i+4 CN i+5 R i-1,r i,r i+1 CN i R i,r i+1,r i+2 CN i+1 R i+1,r i+2,r i+3 CN i+2
13 Input information 3 types of input information Base information: The AA type of the residues included in the window around the target Global protein information Aim: providing information about the average CN of the protein chain 1st version: 21 attributes: length of the protein and frequency of appearance of the 20 AA types 2nd version: 1 attribute: predicted ave. CN using the 21 att. defined above as input Predicted SS of the residues included in the window
14 Summary of results All datasets using UL class definition have better performance than their UF equivalent (7-12% dif.) PredSS gives a 2-3% performance boost Global protein information gives a 1.5-2% performance boost
15 Interpretability analysis of GAssist Example of a rule set for the CN1-UL-2 classes dataset All AA types associated to the central residue are hydrophobic (core of a protein) D, E consistently do not appear in the predicates. They are negatively charges residues (surface of a protein)
16 Future directions Assessing the added value of the class definitions Testing other types of input information Extending the interpretability analysis Improving GAssist With purely ML techniques Feeding back information from the interpretability analysis to bias the search
17 Summary and future directions GAssist produces very compact but accurate rule sets This is done by combining the techniques described briefly in this presentation
18 Summary and future directions Future directions Smart recombination operators Develop theoretical models for all the components of the system
PARALLELIZATION OF ATTILA SIMULATOR WITH OPENMP MIGUEL ÁNGEL MARTÍNEZ DEL AMOR MINIPROJECT OF TDT24 NTNU
PARALLELIZATION OF ATTILA SIMULATOR WITH OPENMP MIGUEL ÁNGEL MARTÍNEZ DEL AMOR MINIPROJECT OF TDT24 NTNU OUTLINE INEFFICIENCY OF ATTILA WAYS TO PARALLELIZE LOW COMPATIBILITY IN THE COMPILATION A SOLUTION
Læs mereBasic statistics for experimental medical researchers
Basic statistics for experimental medical researchers Sample size calculations September 15th 2016 Christian Pipper Department of public health (IFSV) Faculty of Health and Medicinal Science (SUND) E-mail:
Læs mereVina Nguyen HSSP July 13, 2008
Vina Nguyen HSSP July 13, 2008 1 What does it mean if sets A, B, C are a partition of set D? 2 How do you calculate P(A B) using the formula for conditional probability? 3 What is the difference between
Læs mereParticle-based T-Spline Level Set Evolution for 3D Object Reconstruction with Range and Volume Constraints
Particle-based T-Spline Level Set for 3D Object Reconstruction with Range and Volume Constraints Robert Feichtinger (joint work with Huaiping Yang, Bert Jüttler) Institute of Applied Geometry, JKU Linz
Læs mereLinear Programming ١ C H A P T E R 2
Linear Programming ١ C H A P T E R 2 Problem Formulation Problem formulation or modeling is the process of translating a verbal statement of a problem into a mathematical statement. The Guidelines of formulation
Læs mereBlack Jack --- Review. Spring 2012
Black Jack --- Review Spring 2012 Simulation Simulation can solve real-world problems by modeling realworld processes to provide otherwise unobtainable information. Computer simulation is used to predict
Læs mereStrings and Sets: set complement, union, intersection, etc. set concatenation AB, power of set A n, A, A +
Strings and Sets: A string over Σ is any nite-length sequence of elements of Σ The set of all strings over alphabet Σ is denoted as Σ Operators over set: set complement, union, intersection, etc. set concatenation
Læs merev Motivation v Multi- Atlas Segmentation v Learn Dictionary v Apply Dictionary v Results
Anatomical Atlas Probabilistic Atlas Shattuck, et al. NeuroImage. 2008 v Motivation v Multi- Atlas Segmentation v Learn Dictionary v Apply Dictionary v Results 2 Shattuck, et al. NeuroImage. 2008 Traditional
Læs mereUnitel EDI MT940 June 2010. Based on: SWIFT Standards - Category 9 MT940 Customer Statement Message (January 2004)
Unitel EDI MT940 June 2010 Based on: SWIFT Standards - Category 9 MT940 Customer Statement Message (January 2004) Contents 1. Introduction...3 2. General...3 3. Description of the MT940 message...3 3.1.
Læs mereDifferential Evolution (DE) "Biologically-inspired computing", T. Krink, EVALife Group, Univ. of Aarhus, Denmark
Differential Evolution (DE) Differential Evolution (DE) (Storn and Price, 199) Step 1 - Initialize and evaluate Generate a random start population and evaluate the individuals x 2 search space x 1 Differential
Læs mereObservation Processes:
Observation Processes: Preparing for lesson observations, Observing lessons Providing formative feedback Gerry Davies Faculty of Education Preparing for Observation: Task 1 How can we help student-teachers
Læs mereAktivering af Survey funktionalitet
Surveys i REDCap REDCap gør det muligt at eksponere ét eller flere instrumenter som et survey (spørgeskema) som derefter kan udfyldes direkte af patienten eller forsøgspersonen over internettet. Dette
Læs mereImproving data services by creating a question database. Nanna Floor Clausen Danish Data Archives
Improving data services by creating a question database Nanna Floor Clausen Danish Data Archives Background Pressure on the students Decrease in response rates The users want more Why a question database?
Læs mereHvor er mine runde hjørner?
Hvor er mine runde hjørner? Ofte møder vi fortvivlelse blandt kunder, når de ser deres nye flotte site i deres browser og indser, at det ser anderledes ud, i forhold til det design, de godkendte i starten
Læs mereOn the complexity of drawing trees nicely: corrigendum
Acta Informatica 40, 603 607 (2004) Digital Object Identifier (DOI) 10.1007/s00236-004-0138-y On the complexity of drawing trees nicely: corrigendum Thorsten Akkerman, Christoph Buchheim, Michael Jünger,
Læs mereProject Step 7. Behavioral modeling of a dual ported register set. 1/8/ L11 Project Step 5 Copyright Joanne DeGroat, ECE, OSU 1
Project Step 7 Behavioral modeling of a dual ported register set. Copyright 2006 - Joanne DeGroat, ECE, OSU 1 The register set Register set specifications 16 dual ported registers each with 16- bit words
Læs mereRoE timestamp and presentation time in past
RoE timestamp and presentation time in past Jouni Korhonen Broadcom Ltd. 5/26/2016 9 June 2016 IEEE 1904 Access Networks Working Group, Hørsholm, Denmark 1 Background RoE 2:24:6 timestamp was recently
Læs mereHeuristics for Improving
Heuristics for Improving Model Learning Based Testing Muhammad Naeem Irfan VASCO-LIG LIG, Computer Science Lab, Grenoble Universities, 38402 Saint Martin d Hères France Introduction Component Based Software
Læs mereIBM Network Station Manager. esuite 1.5 / NSM Integration. IBM Network Computer Division. tdc - 02/08/99 lotusnsm.prz Page 1
IBM Network Station Manager esuite 1.5 / NSM Integration IBM Network Computer Division tdc - 02/08/99 lotusnsm.prz Page 1 New esuite Settings in NSM The Lotus esuite Workplace administration option is
Læs mereSmall Autonomous Devices in civil Engineering. Uses and requirements. By Peter H. Møller Rambøll
Small Autonomous Devices in civil Engineering Uses and requirements By Peter H. Møller Rambøll BACKGROUND My Background 20+ years within evaluation of condition and renovation of concrete structures Last
Læs mereCHAPTER 8: USING OBJECTS
Ruby: Philosophy & Implementation CHAPTER 8: USING OBJECTS Introduction to Computer Science Using Ruby Ruby is the latest in the family of Object Oriented Programming Languages As such, its designer studied
Læs mereDeveloping a tool for searching and learning. - the potential of an enriched end user thesaurus
Developing a tool for searching and learning - the potential of an enriched end user thesaurus The domain study Focus area The domain of EU EU as a practical oriented domain and not as a scientific domain.
Læs merewhat is this all about? Introduction three-phase diode bridge rectifier input voltages input voltages, waveforms normalization of voltages voltages?
what is this all about? v A Introduction three-phase diode bridge rectifier D1 D D D4 D5 D6 i OUT + v OUT v B i 1 i i + + + v 1 v v input voltages input voltages, waveforms v 1 = V m cos ω 0 t v = V m
Læs mereA multimodel data assimilation framework for hydrology
A multimodel data assimilation framework for hydrology Antoine Thiboult, François Anctil Université Laval June 27 th 2017 What is Data Assimilation? Use observations to improve simulation 2 of 8 What is
Læs mereCross-Sectorial Collaboration between the Primary Sector, the Secondary Sector and the Research Communities
Cross-Sectorial Collaboration between the Primary Sector, the Secondary Sector and the Research Communities B I R G I T T E M A D S E N, P S Y C H O L O G I S T Agenda Early Discovery How? Skills, framework,
Læs mereECE 551: Digital System * Design & Synthesis Lecture Set 5
ECE 551: Digital System * Design & Synthesis Lecture Set 5 5.1: Verilog Behavioral Model for Finite State Machines (FSMs) 5.2: Verilog Simulation I/O and 2001 Standard (In Separate File) 3/4/2003 1 ECE
Læs mereSkriftlig Eksamen Beregnelighed (DM517)
Skriftlig Eksamen Beregnelighed (DM517) Institut for Matematik & Datalogi Syddansk Universitet Mandag den 7 Januar 2008, kl. 9 13 Alle sædvanlige hjælpemidler (lærebøger, notater etc.) samt brug af lommeregner
Læs mereHandout 1: Eksamensspørgsmål
Handout 1: Eksamensspørgsmål Denne vejledning er udfærdiget på grundlag af Peter Bakkers vejledning til jeres eksamensspørgsmål. Hvis der skulle forekomme afvigelser fra Peter Bakkers vejledning, er det
Læs mereThe X Factor. Målgruppe. Læringsmål. Introduktion til læreren klasse & ungdomsuddannelser Engelskundervisningen
The X Factor Målgruppe 7-10 klasse & ungdomsuddannelser Engelskundervisningen Læringsmål Eleven kan give sammenhængende fremstillinger på basis af indhentede informationer Eleven har viden om at søge og
Læs mereProbabilistic properties of modular addition. Victoria Vysotskaya
Probabilistic properties of modular addition Victoria Vysotskaya JSC InfoTeCS, NPK Kryptonite CTCrypt 19 / June 4, 2019 vysotskaya.victory@gmail.com Victoria Vysotskaya (Infotecs, Kryptonite) Probabilistic
Læs mereEvaluating Germplasm for Resistance to Reniform Nematode. D. B. Weaver and K. S. Lawrence Auburn University
Evaluating Germplasm for Resistance to Reniform Nematode D. B. Weaver and K. S. Lawrence Auburn University Major objectives Evaluate all available accessions of G. hirsutum (TX list) for reaction to reniform
Læs merePortal Registration. Check Junk Mail for activation . 1 Click the hyperlink to take you back to the portal to confirm your registration
Portal Registration Step 1 Provide the necessary information to create your user. Note: First Name, Last Name and Email have to match exactly to your profile in the Membership system. Step 2 Click on the
Læs mereBilag. Resume. Side 1 af 12
Bilag Resume I denne opgave, lægges der fokus på unge og ensomhed gennem sociale medier. Vi har i denne opgave valgt at benytte Facebook som det sociale medie vi ligger fokus på, da det er det største
Læs mereAvancerede bjælkeelementer med tværsnitsdeformation
Avancerede bjælkeelementer med tværsnitsdeformation Advanced beam element with distorting cross sections Kandidatprojekt Michael Teilmann Nielsen, s062508 Foråret 2012 Under vejledning af Jeppe Jönsson,
Læs mereTrolling Master Bornholm 2014
Trolling Master Bornholm 2014 (English version further down) Populært med tidlig færgebooking Booking af færgebilletter til TMB 2014 er populært. Vi har fået en stribe mails fra teams, som har booket,
Læs merePrivat-, statslig- eller regional institution m.v. Andet Added Bekaempelsesudfoerende: string No Label: Bekæmpelsesudførende
Changes for Rottedatabasen Web Service The coming version of Rottedatabasen Web Service will have several changes some of them breaking for the exposed methods. These changes and the business logic behind
Læs mereGeneralized Probit Model in Design of Dose Finding Experiments. Yuehui Wu Valerii V. Fedorov RSU, GlaxoSmithKline, US
Generalized Probit Model in Design of Dose Finding Experiments Yuehui Wu Valerii V. Fedorov RSU, GlaxoSmithKline, US Outline Motivation Generalized probit model Utility function Locally optimal designs
Læs mereKvant Eksamen December 2010 3 timer med hjælpemidler. 1 Hvad er en continuous variable? Giv 2 illustrationer.
Kvant Eksamen December 2010 3 timer med hjælpemidler 1 Hvad er en continuous variable? Giv 2 illustrationer. What is a continuous variable? Give two illustrations. 2 Hvorfor kan man bedre drage konklusioner
Læs mereAppendix 1: Interview guide Maria og Kristian Lundgaard-Karlshøj, Ausumgaard
Appendix 1: Interview guide Maria og Kristian Lundgaard-Karlshøj, Ausumgaard Fortæl om Ausumgaard s historie Der er hele tiden snak om værdier, men hvad er det for nogle værdier? uddyb forklar definer
Læs mereApplications. Computational Linguistics: Jordan Boyd-Graber University of Maryland RL FOR MACHINE TRANSLATION. Slides adapted from Phillip Koehn
Applications Slides adapted from Phillip Koehn Computational Linguistics: Jordan Boyd-Graber University of Maryland RL FOR MACHINE TRANSLATION Computational Linguistics: Jordan Boyd-Graber UMD Applications
Læs mereESG reporting meeting investors needs
ESG reporting meeting investors needs Carina Ohm Nordic Head of Climate Change and Sustainability Services, EY DIRF dagen, 24 September 2019 Investors have growing focus on ESG EY Investor Survey 2018
Læs mereSOFTWARE PROCESSES. Dorte, Ida, Janne, Nikolaj, Alexander og Erla
SOFTWARE PROCESSES Dorte, Ida, Janne, Nikolaj, Alexander og Erla Hvad er en software proces? Et struktureret sæt af AKTIVITETER, hvis mål er udvikling af software. En software proces model er en abstrakt
Læs mereIPv6 Application Trial Services. 2003/08/07 Tomohide Nagashima Japan Telecom Co., Ltd.
IPv6 Application Trial Services 2003/08/07 Tomohide Nagashima Japan Telecom Co., Ltd. Outline Our Trial Service & Technology Details Activity & Future Plan 2 Outline Our Trial Service & Technology Details
Læs mereStatistik for MPH: 7
Statistik for MPH: 7 3. november 2011 www.biostat.ku.dk/~pka/mph11 Attributable risk, bestemmelse af stikprøvestørrelse (Silva: 333-365, 381-383) Per Kragh Andersen 1 Fra den 6. uges statistikundervisning:
Læs mereEr implementering af 3R = Dyrevelfærd?
Er implementering af 3R = Dyrevelfærd? Dorte Bratbo Sørensen Det sundhedsvidenskabelige fakultet Institut for Veterinær- og Husdyrvidenskab 3R 3R Replace Reduce Refine Udfordringerne 3R Replace Reduce
Læs mereLED STAR PIN G4 BASIC INFORMATION: Series circuit. Parallel circuit. www.osram.com 1. HOW CAN I UNDERSTAND THE FOLLOWING SHEETS?
BASIC INFORMATION: 1. HOW CAN I UNDERSTAND THE FOLLOWING SHES? Compatibility to OSRAM s: -Series Circuit... Page 2 -Parallel Circuit... Page 3 Compatibility to OTHER s : -Series Circuit... Page 4 -Parallel
Læs mereDen nye Eurocode EC Geotenikerdagen Morten S. Rasmussen
Den nye Eurocode EC1997-1 Geotenikerdagen Morten S. Rasmussen UDFORDRINGER VED EC 1997-1 HVAD SKAL VI RUNDE - OPBYGNINGEN AF DE NYE EUROCODES - DE STØRSTE UDFORDRINGER - ER DER NOGET POSITIVT? 2 OPBYGNING
Læs mereBaltic Development Forum
Baltic Development Forum 1 Intelligent Water Management in Cities and Companies developing and implementing innovative solutions to help achieve this objective. Hans-Martin Friis Møller Market and Development
Læs mere2a. Conceptual Modeling Methods
ICT Enhanced Buildings Potentials IKT og Videnrepræsentationer - ICT and Knowledge Representations. 2a. Conceptual Modeling Methods Cand. Scient. Bygningsinformatik. Semester 2, 2010. CONTENT Conceptual
Læs mereBachelorprojekt. Forår 2013 DMD10
+ Bachelorprojekt Forår 2013 DMD10 +! 1. Om at skrive bachelorprojekt! 2. Typer af bachelorprojekter! 3. To eksempler på DMD-projekter! 4. Overvejelser over samarbejdsformer, proces, sprog! 5. ITUs generelle
Læs mereEngelsk. Niveau C. De Merkantile Erhvervsuddannelser September 2005. Casebaseret eksamen. www.jysk.dk og www.jysk.com.
052430_EngelskC 08/09/05 13:29 Side 1 De Merkantile Erhvervsuddannelser September 2005 Side 1 af 4 sider Casebaseret eksamen Engelsk Niveau C www.jysk.dk og www.jysk.com Indhold: Opgave 1 Presentation
Læs mereSkidding System. Challenge Us
Skidding System n Malm Orstads cutting edge Engineering department designs and fabricates tailor made skidding systems for all kinds of enviroments. Our skidding systems are amongst the most efficient
Læs mereSortering fra A-Z. Henrik Dorf Chefkonsulent SAS Institute
Sortering fra A-Z Henrik Dorf Chefkonsulent SAS Institute Hvorfor ikke sortering fra A-Å? Det er for svært Hvorfor ikke sortering fra A-Å? Hvorfor ikke sortering fra A-Å? Hvorfor ikke sortering fra A-Å?
Læs mereFinancial Literacy among 5-7 years old children
Financial Literacy among 5-7 years old children -based on a market research survey among the parents in Denmark, Sweden, Norway, Finland, Northern Ireland and Republic of Ireland Page 1 Purpose of the
Læs mereDesign til digitale kommunikationsplatforme-f2013
E-travellbook Design til digitale kommunikationsplatforme-f2013 ITU 22.05.2013 Dreamers Lana Grunwald - svetlana.grunwald@gmail.com Iya Murash-Millo - iyam@itu.dk Hiwa Mansurbeg - hiwm@itu.dk Jørgen K.
Læs mereCurve Modeling B-Spline Curves. Dr. S.M. Malaek. Assistant: M. Younesi
Curve Modeling B-Spline Curves Dr. S.M. Malaek Assistant: M. Younesi Motivation B-Spline Basis: Motivation Consider designing the profile of a vase. The left figure below is a Bézier curve of degree 11;
Læs mereCS 4390/5387 SOFTWARE V&V LECTURE 5 BLACK-BOX TESTING - 2
1 CS 4390/5387 SOFTWARE V&V LECTURE 5 BLACK-BOX TESTING - 2 Outline 2 HW Solution Exercise (Equivalence Class Testing) Exercise (Decision Table Testing) Pairwise Testing Exercise (Pairwise Testing) 1 Homework
Læs mereTrolling Master Bornholm 2014
Trolling Master Bornholm 2014 (English version further down) Ny præmie Trolling Master Bornholm fylder 10 år næste gang. Det betyder, at vi har fundet på en ny og ganske anderledes præmie. Den fisker,
Læs mereVores mange brugere på musskema.dk er rigtig gode til at komme med kvalificerede ønsker og behov.
På dansk/in Danish: Aarhus d. 10. januar 2013/ the 10 th of January 2013 Kære alle Chefer i MUS-regi! Vores mange brugere på musskema.dk er rigtig gode til at komme med kvalificerede ønsker og behov. Og
Læs mereOutline CS 4387/5387 SOFTWARE V&V LECTURE 7 INTEGRATION TESTING. Integration Testing. Integrating OO Applications. Definition Strategies 6/20/2018
1 CS 4387/5387 SOFTWARE V&V LECTURE 7 INTEGRATION TESTING Outline 2 Integration Testing Definition Strategies Big bang Top-down Bottom-up Sandwich Integrating OO Applications 1 Integration ing 3 Done between
Læs mereTitel: Barry s Bespoke Bakery
Titel: Tema: Kærlighed, kager, relationer Fag: Engelsk Målgruppe: 8.-10.kl. Data om læremidlet: Tv-udsendelse: SVT2, 03-08-2014, 10 min. Denne pædagogiske vejledning indeholder ideer til arbejdet med tema
Læs mereDet er muligt at chekce følgende opg. i CodeJudge: og
Det er muligt at chekce følgende opg. i CodeJudge:.1.7 og.1.14 Exercise 1: Skriv en forløkke, som producerer følgende output: 1 4 9 16 5 36 Bonusopgave: Modificer dit program, så det ikke benytter multiplikation.
Læs mereSouth Baileygate Retail Park Pontefract
Key Details : available June 2016 has a primary shopping catchment of 77,000 (source: PMA), extending to 186,000 within 10km (source: FOCUS) 86,000 sq ft of retail including Aldi, B&M, Poundstretcher,
Læs mereWebsite review groweasy.dk
Website review groweasy.dk Generated on September 01 2016 10:32 AM The score is 56/100 SEO Content Title Webbureau Odense GrowEasy hjælper dig med digital markedsføring! Length : 66 Perfect, your title
Læs mereHow Long Is an Hour? Family Note HOME LINK 8 2
8 2 How Long Is an Hour? The concept of passing time is difficult for young children. Hours, minutes, and seconds are confusing; children usually do not have a good sense of how long each time interval
Læs mereSkriftlig Eksamen Beregnelighed (DM517)
Skriftlig Eksamen Beregnelighed (DM517) Institut for Matematik & Datalogi Syddansk Universitet Mandag den 31 Oktober 2011, kl. 9 13 Alle sædvanlige hjælpemidler (lærebøger, notater etc.) samt brug af lommeregner
Læs mereBrug sømbrættet til at lave sjove figurer. Lav fx: Få de andre til at gætte, hvad du har lavet. Use the nail board to make funny shapes.
Brug sømbrættet til at lave sjove figurer. Lav f: Et dannebrogsflag Et hus med tag, vinduer og dør En fugl En bil En blomst Få de andre til at gætte, hvad du har lavet. Use the nail board to make funn
Læs mereTrolling Master Bornholm 2012
Trolling Master Bornholm 1 (English version further down) Tak for denne gang Det var en fornøjelse især jo også fordi vejret var med os. Så heldig har vi aldrig været før. Vi skal evaluere 1, og I må meget
Læs mereÅbenrå Orienteringsklub
Åbenrå Orienteringsklub Velkommen til det ægte orienteringsløb på Blå Sommer 2009 Din gruppe har tilmeldt spejdere til at deltage i det ægte orienteringsløb på Blå Sommer 2009. Orienteringsløbet gennemføres
Læs mereAngle Ini/al side Terminal side Vertex Standard posi/on Posi/ve angles Nega/ve angles. Quadrantal angle
Mrs. Valentine AFM Objective: I will be able to identify angle types, convert between degrees and radians for angle measures, identify coterminal angles, find the length of an intercepted arc, and find
Læs mereEngelsk. Niveau D. De Merkantile Erhvervsuddannelser September Casebaseret eksamen. og
052431_EngelskD 08/09/05 13:29 Side 1 De Merkantile Erhvervsuddannelser September 2005 Side 1 af 4 sider Casebaseret eksamen Engelsk Niveau D www.jysk.dk og www.jysk.com Indhold: Opgave 1 Presentation
Læs mereSkriftlig Eksamen Kombinatorik, Sandsynlighed og Randomiserede Algoritmer (DM528)
Skriftlig Eksamen Kombinatorik, Sandsynlighed og Randomiserede Algoritmer (DM58) Institut for Matematik og Datalogi Syddansk Universitet, Odense Torsdag den 1. januar 01 kl. 9 13 Alle sædvanlige hjælpemidler
Læs mereSikkerhed & Revision 2013
Sikkerhed & Revision 2013 Samarbejde mellem intern revisor og ekstern revisor - og ISA 610 v/ Dorthe Tolborg Regional Chief Auditor, Codan Group og formand for IIA DK RSA REPRESENTATION WORLD WIDE 300
Læs mereUSERTEC USER PRACTICES, TECHNOLOGIES AND RESIDENTIAL ENERGY CONSUMPTION
USERTEC USER PRACTICES, TECHNOLOGIES AND RESIDENTIAL ENERGY CONSUMPTION P E R H E I S E L BERG I N S T I T U T F OR BYGGERI OG A N L Æ G BEREGNEDE OG FAKTISKE FORBRUG I BOLIGER Fra SBi rapport 2016:09
Læs mereExercise 6.14 Linearly independent vectors are also affinely independent.
Affine sets Linear Inequality Systems Definition 6.12 The vectors v 1, v 2,..., v k are affinely independent if v 2 v 1,..., v k v 1 is linearly independent; affinely dependent, otherwise. We first check
Læs mereVelkommen til IFF QA erfa møde d. 15. marts Erfaringer med miljømonitorering og tolkning af nyt anneks 1.
Velkommen til IFF QA erfa møde d. 15. marts 2018 Erfaringer med miljømonitorering og tolkning af nyt anneks 1. 1 Fast agenda kl.16.30-18.00 1. Nyt fra kurser, seminarer, myndighedsinspektioner, audit som
Læs mereSpecial VFR. - ved flyvning til mindre flyveplads uden tårnkontrol som ligger indenfor en kontrolzone
Special VFR - ved flyvning til mindre flyveplads uden tårnkontrol som ligger indenfor en kontrolzone SERA.5005 Visual flight rules (a) Except when operating as a special VFR flight, VFR flights shall be
Læs mereLearnings from the implementation of Epic
Learnings from the implementation of Epic Appendix Picture from Region H (2016) A thesis report by: Oliver Metcalf-Rinaldo, oliv@itu.dk Stephan Mosko Jensen, smos@itu.dk Appendix - Table of content Appendix
Læs mereUnited Nations Secretariat Procurement Division
United Nations Secretariat Procurement Division Vendor Registration Overview Higher Standards, Better Solutions The United Nations Global Marketplace (UNGM) Why Register? On-line registration Free of charge
Læs mereINTEL INTRODUCTION TO TEACHING AND LEARNING AARHUS UNIVERSITET
INTEL INTRODUCTION TO TEACHING AND LEARNING 8 BÆRENDE PRINCIPPER 1-4: BÆREDYGTIGT OG FLEKSIBELT Billigt Nemt at administrere Skalérbart Fleksibelt 5: RELEVANT Indhold organiseret i themes 6: EKSEMPLARISK
Læs mereOn the Relations Between Fuzzy Topologies and α Cut Topologies
S Ü Fen Ed Fak Fen Derg Sayı 23 (2004) 21-27, KONYA On the Relations Between Fuzzy Topologies and α Cut Topologies Zekeriya GÜNEY 1 Abstract: In this study, some relations have been generated between fuzzy
Læs mereDIVAR VIGTIGT! / IMPORTANT! MÅL / DIMENSIONS. The DIVAR wall lamp comes standard. with 2.4 m braided cord and a plug in power supply (EU or UK).
DIVAR VIGTIGT! / IMPORTANT! VIGTIGT læs vores anvisninger før du bruger produktet. Har du problemer med den elektriske installation, skal du kontakte en elektriker. Sørg for at altid slukke for strømmen
Læs mereLUL s Flower Power Vest dansk version
LUL s Flower Power Vest dansk version Brug restgarn i bomuld, bomuld/acryl, uld etc. 170-220 m/50 g One size. Passer str S-M. Brug større hæklenål hvis der ønskes en større størrelse. Hæklenål 3½ mm. 12
Læs mereReexam questions in Statistics and Evidence-based medicine, august sem. Medis/Medicin, Modul 2.4.
Reexam questions in Statistics and Evidence-based medicine, august 2013 2. sem. Medis/Medicin, Modul 2.4. Statistics : ESSAY-TYPE QUESTION 1. Intelligence tests are constructed such that the average score
Læs mereManeurop reciprocating compressors
MAKING MODERN LIVING POSSIBLE Maneurop reciprocating compressors MT - MTZ - LTZ - NTZ - 60 z R404A - R507A - R407C - R134a - R22 QUICK REFERENCE PRODUCT RANGE Nominal voltage M-BP Applications LBP Applications
Læs mereSign variation, the Grassmannian, and total positivity
Sign variation, the Grassmannian, and total positivity arxiv:1503.05622 Slides available at math.berkeley.edu/~skarp Steven N. Karp, UC Berkeley FPSAC 2015 KAIST, Daejeon Steven N. Karp (UC Berkeley) Sign
Læs mereSampling real algebraic varieties for topological data analysis
Sampling real algebraic varieties for topological data analysis Joint with: Emilie Dufresne (U. York) Heather Harrington (U. Oxford) Jonathan Hauenstein (U. Notre Dame) AG19, July 2019 Sampling real varieties
Læs mereOpera Ins. Model: MI5722 Product Name: Pure Sine Wave Inverter 1000W 12VDC/230 30A Solar Regulator
Opera Ins Model: MI5722 Product Name: Pure Sine Wave Inverter 1000W 12VDC/230 30A Solar Regulator I.Precautions 1. Keep the product away from children to avoid children playing it as a toy and resultinginpersonalinjury.
Læs mereMSE PRESENTATION 2. Presented by Srunokshi.Kaniyur.Prema. Neelakantan Major Professor Dr. Torben Amtoft
CAPABILITY CONTROL LIST MSE PRESENTATION 2 Presented by Srunokshi.Kaniyur.Prema. Neelakantan Major Professor Dr. Torben Amtoft PRESENTATION OUTLINE Action items from phase 1 presentation tti Architecture
Læs mereUserguide. NN Markedsdata. for. Microsoft Dynamics CRM 2011. v. 1.0
Userguide NN Markedsdata for Microsoft Dynamics CRM 2011 v. 1.0 NN Markedsdata www. Introduction Navne & Numre Web Services for Microsoft Dynamics CRM hereafter termed NN-DynCRM enable integration to Microsoft
Læs mereWIO200A INSTALLATIONS MANUAL Rev Dato:
WIO200A INSTALLATIONS MANUAL 111686-903 Rev. 1.01 Dato: 10.01.2013 Side 1 af 14 Contents Contents... 2 Introduction... 3 Pin assignment of the terminal box connector for customer... 4 Pin assignment of
Læs mereTrolling Master Bornholm 2015
Trolling Master Bornholm 2015 (English version further down) Panorama billede fra starten den første dag i 2014 Michael Koldtoft fra Trolling Centrum har brugt lidt tid på at arbejde med billederne fra
Læs mereResource types R 1 1, R 2 2,..., R m CPU cycles, memory space, files, I/O devices Each resource type R i has W i instances.
System Model Resource types R 1 1, R 2 2,..., R m CPU cycles, memory space, files, I/O devices Each resource type R i has W i instances. Each process utilizes a resource as follows: request use e.g., request
Læs mereBasic Design Flow. Logic Design Logic synthesis Logic optimization Technology mapping Physical design. Floorplanning Placement Fabrication
Basic Design Flow System design System/Architectural Design Instruction set for processor Hardware/software partition Memory, cache Logic design Logic Design Logic synthesis Logic optimization Technology
Læs mereHelp / Hjælp
Home page Lisa & Petur www.lisapetur.dk Help / Hjælp Help / Hjælp General The purpose of our Homepage is to allow external access to pictures and videos taken/made by the Gunnarsson family. The Association
Læs mereMotion på arbejdspladsen
Motion på arbejdspladsen - fra påtvungen aktivitet til en motiverende rettighed? Ulrik Wagner Associate professor Management of People Department of Marketing and Management University of Southern Denmark
Læs mereMeasuring the Impact of Bicycle Marketing Messages. Thomas Krag Mobility Advice Trafikdage i Aalborg, 27.08.2013
Measuring the Impact of Bicycle Marketing Messages Thomas Krag Mobility Advice Trafikdage i Aalborg, 27.08.2013 The challenge Compare The pilot pictures The choice The survey technique Only one picture
Læs mereTrolling Master Bornholm 2014
Trolling Master Bornholm 2014 (English version further down) Den ny havn i Tejn Havn Bornholms Regionskommune er gået i gang med at udvide Tejn Havn, og det er med til at gøre det muligt, at vi kan være
Læs mereWomen in STEM education in the Nordics
Women in STEM education in the Nordics Headlines Women behind men in STEM education For many years this didn t seem to change However there are differences between different areas in STEM as well as between
Læs mereOur activities. Dry sales market. The assortment
First we like to start to introduce our activities. Kébol B.V., based in the heart of the bulb district since 1989, specialises in importing and exporting bulbs world-wide. Bulbs suitable for dry sale,
Læs mere